sm = SMOTE(sampling_strategy='auto', random_state=random_state) tl = TomekLinks()

Trial 46 finished with a recall score of: 0.933933933933934 and parameters: {'classifier': 'random_forest', 'n_estimators': 535, 'max_depth': 15, 'min_samples_split': 3, 'min_samples_leaf': 1}